{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "17605f52",
   "metadata": {},
   "source": [
    "# 京东充电宝 Top-50 评论数据分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e0d1592",
   "metadata": {},
   "source": [
    "## HanLP+人工列举差评关键词"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6208f4da",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import hanlp\n",
    "from collections import Counter\n",
    "import re\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "97dcdb29",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "读取完成：共有 50 行\n"
     ]
    }
   ],
   "source": [
    "# =============================\n",
    "# 1️ 读取 CSV\n",
    "# =============================\n",
    "df = pd.read_csv(\"../data/jd_reviews_all.csv\")\n",
    "\n",
    "print(f\"读取完成：共有 {len(df)} 行\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "14ddd645",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                   \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HanLP分词模型加载完成：FINE_ELECTRA_SMALL_ZH\n",
      "共分词数量：2806\n"
     ]
    }
   ],
   "source": [
    "# =============================\n",
    "# 2️ 加载轻量单任务分词模型\n",
    "# =============================\n",
    "# # Show available pretrained tokenizers\n",
    "# # 查看可用的预训练分词器\n",
    "# hanlp.pretrained.tok.ALL \n",
    "tokenizer = hanlp.load(hanlp.pretrained.tok.FINE_ELECTRA_SMALL_ZH)\n",
    "\n",
    "print(\"HanLP分词模型加载完成：FINE_ELECTRA_SMALL_ZH\")\n",
    "\n",
    "# =============================\n",
    "# 3️ 所有差评分词汇总\n",
    "# =============================\n",
    "all_tokens = []\n",
    "\n",
    "for idx, row in df.iterrows():\n",
    "    for i in range(1, 6):\n",
    "        review = row.get(f'negative_review_{i}', '')\n",
    "        if isinstance(review, str) and review.strip():\n",
    "            tokens = tokenizer(review)\n",
    "            all_tokens.extend(tokens)\n",
    "\n",
    "print(f\"共分词数量：{len(all_tokens)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "96286e36",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "加载停用词表完成，共 1395 个停用词\n",
      "过滤后剩余词数：875\n"
     ]
    }
   ],
   "source": [
    "# =============================\n",
    "# 4️ 加载停用词表\n",
    "# =============================\n",
    "stopwords_name = \"baidu\"  # 可选：\"baidu\", \"hit\", \"scu\"\n",
    "stopwords = set()\n",
    "with open(f'../data/{stopwords_name}_stopwords.txt', 'r', encoding='utf-8') as f:\n",
    "    stopwords = set(line.strip() for line in f if line.strip())\n",
    "\n",
    "print(f\"加载停用词表完成，共 {len(stopwords)} 个停用词\")\n",
    "\n",
    "# =============================\n",
    "# 5️ 去停用词 + 可选：去除单字词\n",
    "# =============================\n",
    "punctuations = set(\"，。！？、；：”“‘’（）【】《》—…￥·~\")\n",
    "filtered_tokens = [w for w in all_tokens if w not in stopwords and w not in punctuations]\n",
    "filtered_tokens2 = [w for w in filtered_tokens if len(w) > 1]\n",
    "single_tokens = [w for w in filtered_tokens if len(w) == 1]\n",
    "\n",
    "print(f\"过滤后剩余词数：{len(filtered_tokens2)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "be5f3e1c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 50 高频词（长度 > 1）：\n",
      "充电: 54\n",
      "评价: 20\n",
      "用户: 19\n",
      "填写: 19\n",
      "内容: 19\n",
      "手机: 19\n",
      "充电宝: 15\n",
      "容量: 14\n",
      "降价: 13\n",
      "客服: 10\n",
      "苹果: 8\n",
      "质量: 8\n",
      "小时: 7\n",
      "保护: 7\n",
      "华为: 7\n",
      "东西: 6\n",
      "收到: 6\n",
      "数据线: 6\n",
      "价格: 6\n",
      "接口: 6\n",
      "电量: 6\n",
      "快递: 5\n",
      "第一: 5\n",
      "包装: 5\n",
      "20: 5\n",
      "支持: 5\n",
      "小米: 5\n",
      "虚标: 5\n",
      "京东: 5\n",
      "不错: 4\n",
      "连接: 4\n",
      "告知: 4\n",
      "12: 4\n",
      "送来: 4\n",
      "功率: 4\n",
      "发烫: 4\n",
      "产品: 4\n",
      "真的: 4\n",
      "别人: 4\n",
      "接触: 4\n",
      "10: 4\n",
      "发现: 3\n",
      "说好: 3\n",
      "打开: 3\n",
      "充满: 3\n",
      "没用: 3\n",
      "物流: 3\n",
      "速度: 3\n",
      "原配: 3\n",
      "居然: 3\n"
     ]
    }
   ],
   "source": [
    "# =============================\n",
    "# 6️ 统计词频\n",
    "# =============================\n",
    "freq = Counter(filtered_tokens2)\n",
    "\n",
    "# 打印前 50 个长度大于 1 的高频词\n",
    "print(\"Top 50 高频词（长度 > 1）：\")\n",
    "for word, count in freq.most_common(50):\n",
    "    print(f\"{word}: {count}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "eb1be3d9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 50 高频单字（长度 = 1）：\n",
      "不: 110\n",
      "充: 46\n",
      "买: 42\n",
      "没: 36\n",
      "电: 30\n",
      "天: 26\n",
      "次: 26\n",
      "还: 22\n",
      "未: 19\n",
      "说: 16\n",
      "好: 15\n",
      "很: 15\n",
      "都: 14\n",
      "坏: 14\n",
      "两: 14\n",
      "慢: 13\n",
      "线: 12\n",
      "快: 12\n",
      "刚: 9\n",
      "上: 9\n",
      "货: 9\n",
      "会: 9\n",
      "差: 8\n",
      "月: 8\n",
      "小: 7\n",
      "后: 7\n",
      "热: 6\n",
      "才: 6\n",
      "行: 6\n",
      "只: 5\n",
      "满: 5\n",
      "大: 5\n",
      "中: 4\n",
      "动: 4\n",
      "里: 4\n",
      "贵: 4\n",
      "太: 4\n",
      "真: 4\n",
      "钱: 4\n",
      "越: 4\n",
      "高: 3\n",
      "花: 3\n",
      "掉: 3\n",
      "想: 3\n",
      "三: 3\n",
      "进: 3\n",
      "早: 3\n",
      "降: 3\n",
      "带: 3\n",
      "换: 3\n"
     ]
    }
   ],
   "source": [
    "freq_single = Counter(single_tokens)\n",
    "\n",
    "# 打印前 50 个高频单字\n",
    "print(\"Top 50 高频单字（长度 = 1）：\")\n",
    "for word, count in freq_single.most_common(50):\n",
    "    print(f\"{word}: {count}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b8352f8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # =============================\n",
    "# # 7️ 保存词频表到 CSV\n",
    "# # =============================\n",
    "# df_freq = pd.DataFrame(freq.most_common(), columns=[\"word\", \"count\"])\n",
    "# df_freq.to_csv(f\"word_frequency_{stopwords_name}.csv\", index=False, encoding=\"utf-8-sig\")\n",
    "\n",
    "# print(\"已保存到 word_frequency.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a438f41",
   "metadata": {},
   "source": [
    "根据高频词，我们可以设计一个【核心标签 + 模糊匹配正则】的字典，用于后续对评论做标签匹配。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "be14b96e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# =============================\n",
    "# 8 设计核心标签 + 模糊匹配正则字典\n",
    "# =============================\n",
    "bad_keywords = {\n",
    "    # 充电慢 / 充不满\n",
    "    '充电慢': [\n",
    "        r'充.*慢',\n",
    "        r'充满.*久',\n",
    "        r'充不满',\n",
    "        r'充电宝.*慢',\n",
    "        r'速度.*慢',\n",
    "        r'龟速'\n",
    "    ],\n",
    "\n",
    "    # 虚标容量 / 容量小\n",
    "    '容量虚标': [\n",
    "        r'容量.*虚标',\n",
    "        r'容量.*小',\n",
    "        r'虚标',\n",
    "        r'电量.*虚标',\n",
    "        r'电量.*不够'\n",
    "    ],\n",
    "\n",
    "    # 发热 / 发烫\n",
    "    '发热': [\n",
    "        r'发热',\n",
    "        r'发烫',\n",
    "        r'烫手',\n",
    "        r'很烫'\n",
    "    ],\n",
    "\n",
    "    # 质量问题\n",
    "    '质量差': [\n",
    "        r'质量.*差',\n",
    "        r'坏了',\n",
    "        r'坏掉',\n",
    "        r'坏死',\n",
    "        r'没用',\n",
    "        r'用不了',\n",
    "        r'用坏了'\n",
    "    ],\n",
    "\n",
    "    # 客服态度差 / 售后不好\n",
    "    '客服差': [\n",
    "        r'客服.*差',\n",
    "        r'客服.*不理',\n",
    "        r'客服.*不行',\n",
    "        r'售后.*差',\n",
    "        r'售后.*不理',\n",
    "        r'告知.*不理',\n",
    "        r'态度.*差'\n",
    "    ],\n",
    "\n",
    "    # 物流慢 / 包装问题\n",
    "    '物流慢': [\n",
    "        r'快递.*慢',\n",
    "        r'物流.*慢',\n",
    "        r'送来.*慢',\n",
    "        r'包装.*破',\n",
    "        r'包装.*烂'\n",
    "    ],\n",
    "\n",
    "    # 价格降价 / 买贵\n",
    "    '价格问题': [\n",
    "        r'降价',\n",
    "        r'价格.*高',\n",
    "        r'买贵',\n",
    "        r'比别家贵'\n",
    "    ],\n",
    "\n",
    "    # 接口/数据线问题\n",
    "    '接口问题': [\n",
    "        r'接口.*松',\n",
    "        r'接口.*坏',\n",
    "        r'数据线.*坏',\n",
    "        r'连接.*不稳',\n",
    "        r'接触.*不良'\n",
    "    ]\n",
    "}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b32ec64",
   "metadata": {},
   "source": [
    "## 生成核心指标"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe3852b7",
   "metadata": {},
   "source": [
    "虽然我们已经有每个商品的好评率了，但是单凭这个无法计算每个店铺的好评率。所以我们需要通过好评数、中评数以及差评数手动计算好评率，方便后续进行店铺间的比较。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "996cfab6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>positive_rate</th>\n",
       "      <th>positive_rate_calc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>97%</td>\n",
       "      <td>0.966184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>98%</td>\n",
       "      <td>0.980392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>97%</td>\n",
       "      <td>0.980392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>98%</td>\n",
       "      <td>0.980392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>98%</td>\n",
       "      <td>0.965437</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  positive_rate  positive_rate_calc\n",
       "0           97%            0.966184\n",
       "1           98%            0.980392\n",
       "2           97%            0.980392\n",
       "3           98%            0.980392\n",
       "4           98%            0.965437"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# =============================\n",
    "# 计算总评论数 & 自算好评率\n",
    "# =============================\n",
    "df[\"total_reviews\"] = df[[\"positive_count\", \"neutral_count\", \"negative_count\"]].sum(axis=1)\n",
    "df[\"positive_rate_calc\"] = df[\"positive_count\"] / df[\"total_reviews\"]\n",
    "\n",
    "# 快速 sanity-check\n",
    "df[[\"positive_rate\", \"positive_rate_calc\"]].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2d38b58",
   "metadata": {},
   "source": [
    "可以看到“手算”的好评率和京东上显示的好评率有些许区别。不过考虑到京东上提供的好/中/差评数并不精确，目前这些差别总得看起来还是能接受的。不过个别商品的出入还是有点大。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c85ee9f6",
   "metadata": {},
   "source": [
    "## 差评「标签化」"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "afff7b63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SKU</th>\n",
       "      <th>store</th>\n",
       "      <th>review_txt</th>\n",
       "      <th>tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100024102298</td>\n",
       "      <td>罗马仕京东自营旗舰店</td>\n",
       "      <td>此用户未填写评价内容</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100024102298</td>\n",
       "      <td>罗马仕京东自营旗舰店</td>\n",
       "      <td>此用户未及时填写评价内容</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>100024102298</td>\n",
       "      <td>罗马仕京东自营旗舰店</td>\n",
       "      <td>此用户未及时填写评价内容</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>100024102298</td>\n",
       "      <td>罗马仕京东自营旗舰店</td>\n",
       "      <td>此用户未填写评价内容</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100024102298</td>\n",
       "      <td>罗马仕京东自营旗舰店</td>\n",
       "      <td>此用户未及时填写评价内容</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>100096418777</td>\n",
       "      <td>小米京东自营旗舰店</td>\n",
       "      <td>充电过程中插头过热烫手</td>\n",
       "      <td>[发热]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>100096418777</td>\n",
       "      <td>小米京东自营旗舰店</td>\n",
       "      <td>刚买了几天就发现降价了，体验感不好</td>\n",
       "      <td>[价格问题]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>100096418777</td>\n",
       "      <td>小米京东自营旗舰店</td>\n",
       "      <td>此用户未填写评价内容</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>100096418777</td>\n",
       "      <td>小米京东自营旗舰店</td>\n",
       "      <td>容量很一般，性价比不高！</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>100096418777</td>\n",
       "      <td>小米京东自营旗舰店</td>\n",
       "      <td>嗯，那个壳被压的稀烂了，还是有点小</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>100097634241</td>\n",
       "      <td>CUKTECH酷态科京东自营旗舰店</td>\n",
       "      <td>充电一个小时一直卡在99格</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>100097634241</td>\n",
       "      <td>CUKTECH酷态科京东自营旗舰店</td>\n",
       "      <td>说好的可以上飞机呢，到机场都给我扣了</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>100097634241</td>\n",
       "      <td>CUKTECH酷态科京东自营旗舰店</td>\n",
       "      <td>此用户未及时填写评价内容</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>100097634241</td>\n",
       "      <td>CUKTECH酷态科京东自营旗舰店</td>\n",
       "      <td>国补的东西有点小瑕疵哈</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>100097634241</td>\n",
       "      <td>CUKTECH酷态科京东自营旗舰店</td>\n",
       "      <td>刚买就降价了，还没有价保，幽默</td>\n",
       "      <td>[价格问题]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>100073745484</td>\n",
       "      <td>罗马仕京东自营旗舰店</td>\n",
       "      <td>刚买1天就降价，看到心不爽</td>\n",
       "      <td>[价格问题]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>100073745484</td>\n",
       "      <td>罗马仕京东自营旗舰店</td>\n",
       "      <td>根本没收到货，快递丢了</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>100073745484</td>\n",
       "      <td>罗马仕京东自营旗舰店</td>\n",
       "      <td>此用户未填写评价内容</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>100073745484</td>\n",
       "      <td>罗马仕京东自营旗舰店</td>\n",
       "      <td>第一天买了第二天就降价了！</td>\n",
       "      <td>[价格问题]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>100073745484</td>\n",
       "      <td>罗马仕京东自营旗舰店</td>\n",
       "      <td>东西不错快递慢了一天</td>\n",
       "      <td>[物流慢]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             SKU              store          review_txt    tags\n",
       "0   100024102298         罗马仕京东自营旗舰店          此用户未填写评价内容      []\n",
       "1   100024102298         罗马仕京东自营旗舰店        此用户未及时填写评价内容      []\n",
       "2   100024102298         罗马仕京东自营旗舰店        此用户未及时填写评价内容      []\n",
       "3   100024102298         罗马仕京东自营旗舰店          此用户未填写评价内容      []\n",
       "4   100024102298         罗马仕京东自营旗舰店        此用户未及时填写评价内容      []\n",
       "5   100096418777          小米京东自营旗舰店         充电过程中插头过热烫手    [发热]\n",
       "6   100096418777          小米京东自营旗舰店   刚买了几天就发现降价了，体验感不好  [价格问题]\n",
       "7   100096418777          小米京东自营旗舰店          此用户未填写评价内容      []\n",
       "8   100096418777          小米京东自营旗舰店        容量很一般，性价比不高！      []\n",
       "9   100096418777          小米京东自营旗舰店   嗯，那个壳被压的稀烂了，还是有点小      []\n",
       "10  100097634241  CUKTECH酷态科京东自营旗舰店       充电一个小时一直卡在99格      []\n",
       "11  100097634241  CUKTECH酷态科京东自营旗舰店  说好的可以上飞机呢，到机场都给我扣了      []\n",
       "12  100097634241  CUKTECH酷态科京东自营旗舰店        此用户未及时填写评价内容      []\n",
       "13  100097634241  CUKTECH酷态科京东自营旗舰店         国补的东西有点小瑕疵哈      []\n",
       "14  100097634241  CUKTECH酷态科京东自营旗舰店     刚买就降价了，还没有价保，幽默  [价格问题]\n",
       "15  100073745484         罗马仕京东自营旗舰店       刚买1天就降价，看到心不爽  [价格问题]\n",
       "16  100073745484         罗马仕京东自营旗舰店         根本没收到货，快递丢了      []\n",
       "17  100073745484         罗马仕京东自营旗舰店          此用户未填写评价内容      []\n",
       "18  100073745484         罗马仕京东自营旗舰店       第一天买了第二天就降价了！  [价格问题]\n",
       "19  100073745484         罗马仕京东自营旗舰店          东西不错快递慢了一天   [物流慢]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# =============================\n",
    "# 把每条差评打上多标签，统计频次\n",
    "# =============================\n",
    "def extract_tags(text, pattern_dict):\n",
    "    tags = []\n",
    "    for tag, patterns in pattern_dict.items():\n",
    "        if any(re.search(pat, text) for pat in patterns):\n",
    "            tags.append(tag)\n",
    "    return tags\n",
    "\n",
    "# 循环所有 negative_review_1-5，生成多行记录\n",
    "records = []\n",
    "for _, row in df.iterrows():\n",
    "    for i in range(1, 6):\n",
    "        txt = row.get(f'negative_review_{i}', '')\n",
    "        if isinstance(txt, str) and txt.strip():\n",
    "            tags = extract_tags(txt, bad_keywords)\n",
    "            records.append({\n",
    "                \"SKU\": row[\"SKU\"],\n",
    "                \"store\": row[\"store\"],\n",
    "                \"review_txt\": txt,\n",
    "                \"tags\": tags\n",
    "            })\n",
    "\n",
    "neg_tag_df = pd.DataFrame(records)\n",
    "neg_tag_df.head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6edb338",
   "metadata": {},
   "source": [
    "差评高频词的匹配率看起来还可以接受，所以我们将继续使用目前的标签匹配字典。如果想进一步提高匹配率的话可以对每个标签加入更多模糊匹配正则。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e341b58a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 每个差评可能有多个标签，使用 explode 展开\n",
    "exploded = neg_tag_df.explode(\"tags\").dropna(subset=[\"tags\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f4c4755",
   "metadata": {},
   "source": [
    "## 生成各级别汇总表"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "394a3300",
   "metadata": {},
   "source": [
    "| 表 | 用途 |\n",
    "| - | - |\n",
    "| `store_rate_df` | 店铺级好评率排行榜 |\n",
    "| `sku_rate_df` | 商品级好评率排行 |\n",
    "| `bubble_df` | 评论量 vs. 好评率 |\n",
    "| `tag_freq_low`, `tag_freq_high` | 差评关键词对比 |\n",
    "| `heatmap_df` | 关键词 $\\times$ 店铺频次热力图 |\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d0468777",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ---------- 店铺级汇总 ----------\n",
    "store_rate_df = (\n",
    "    df.groupby(\"store\", as_index=False)\n",
    "    .agg({\"positive_count\": \"sum\", \"neutral_count\": \"sum\", \"negative_count\": \"sum\"})\n",
    "    .assign(\n",
    "        total_reviews=lambda d: d[\n",
    "            [\"positive_count\", \"neutral_count\", \"negative_count\"]\n",
    "        ].sum(axis=1),\n",
    "        store_rate=lambda d: d[\"positive_count\"] / d[\"total_reviews\"],\n",
    "    )\n",
    "    .sort_values(\"store_rate\", ascending=False)\n",
    ")\n",
    "# 转化为百分数\n",
    "store_rate_df['store_rate_pct'] = store_rate_df['store_rate'] * 100\n",
    "\n",
    "# ---------- SKU 级汇总 ----------\n",
    "sku_rate_df = (\n",
    "    df[\n",
    "        [\n",
    "            \"SKU\",\n",
    "            \"product_name\",\n",
    "            \"store\",\n",
    "            \"positive_count\",\n",
    "            \"neutral_count\",\n",
    "            \"negative_count\",\n",
    "            \"total_reviews\",\n",
    "            \"positive_rate_calc\",\n",
    "        ]\n",
    "    ]\n",
    "    .sort_values(\"positive_rate_calc\", ascending=False)\n",
    "    .reset_index(drop=True)\n",
    ")\n",
    "# 转化为百分数\n",
    "sku_rate_df['positive_rate_pct'] = sku_rate_df['positive_rate_calc'] * 100\n",
    "\n",
    "# ---------- 评论量-满意度气泡图数据 ----------\n",
    "# 直接复用 store_rate_df\n",
    "bubble_df = store_rate_df\n",
    "# # 或者更改列名\n",
    "# bubble_df = store_rate_df.rename(columns={\"store_rate\": \"positive_rate\"})\n",
    "\n",
    "# ---------- 差评关键词频次：高分 vs 低分 ----------\n",
    "# 先取 Top-N / Bottom-N SKU\n",
    "top_n, bottom_n = 10, 10\n",
    "top_skus = sku_rate_df.head(top_n).copy()\n",
    "bottom_skus = sku_rate_df.tail(bottom_n).copy()\n",
    "\n",
    "\n",
    "def tag_freq(sku_list):\n",
    "    return (\n",
    "        exploded[exploded[\"SKU\"].isin(sku_list)]\n",
    "        .groupby(\"tags\")\n",
    "        .size()\n",
    "        .sort_values(ascending=False)\n",
    "        .reset_index(name=\"freq\")\n",
    "    )\n",
    "\n",
    "\n",
    "tag_freq_high = tag_freq(top_skus[\"SKU\"])  # 高好评 SKU 的差评关键词\n",
    "tag_freq_low = tag_freq(bottom_skus[\"SKU\"])  # 低好评 SKU 的差评关键词\n",
    "\n",
    "# ---------- 关键词 × 店铺热力图 ----------\n",
    "heatmap_df = (\n",
    "    exploded.groupby([\"store\", \"tags\"])\n",
    "    .size()\n",
    "    .unstack(fill_value=0)  # 行 = store, 列 = tag\n",
    ")\n",
    "\n",
    "# # ---------- 店铺内部离群值速查 ----------\n",
    "# # 计算每店铺内各 SKU 距店平均好评率的偏差\n",
    "# sku_rate_df[\"store_avg_rate\"] = sku_rate_df.groupby(\"store\")[\"positive_rate_calc\"].transform(\"mean\")\n",
    "# sku_rate_df[\"rate_delta\"] = sku_rate_df[\"positive_rate_calc\"] - sku_rate_df[\"store_avg_rate\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be2ba12f",
   "metadata": {},
   "source": [
    "## 可视化 & 分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "93aa20e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.sans-serif']=['SimHei']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f1d0117",
   "metadata": {},
   "source": [
    "### 店铺好评排行榜"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c0ed5728",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# =============================\n",
    "#  店铺好评率水平条形图\n",
    "# =============================\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "bars = ax.barh(store_rate_df['store'], store_rate_df['store_rate_pct'], color='#FA7F6F')\n",
    "ax.invert_yaxis()  # 反转 Y 轴，使得好评率高的店铺在上方\n",
    "\n",
    "# 添加百分比标签\n",
    "ax.bar_label(\n",
    "    bars,\n",
    "    fmt='%.1f%%',\n",
    "    label_type='center',\n",
    "    color='white',\n",
    "    fontsize=10\n",
    ")\n",
    "\n",
    "# 设置图表属性\n",
    "ax.set_xlabel('好评率 (%)')\n",
    "ax.set_title('店铺好评率排行榜')\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec656a92",
   "metadata": {},
   "source": [
    "注意到前几家店铺的好评率非常高，甚至有四家达到了100%的好评率，这并不符合常理。需要用评论量检视是否样本过小。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "16d28aeb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>store</th>\n",
       "      <th>total_reviews</th>\n",
       "      <th>store_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>IMF旗舰店</td>\n",
       "      <td>2000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>中诺 CHINOE手机配件旗舰店</td>\n",
       "      <td>500</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>炫威达旗舰店</td>\n",
       "      <td>2000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>犀狼得意专卖店</td>\n",
       "      <td>200</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>米链手机数码配件工作室</td>\n",
       "      <td>1001</td>\n",
       "      <td>0.999001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>得意影音娱乐专营店</td>\n",
       "      <td>2003</td>\n",
       "      <td>0.998502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Zokd旗舰店</td>\n",
       "      <td>10084</td>\n",
       "      <td>0.991670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>超级马官方旗舰店</td>\n",
       "      <td>20170</td>\n",
       "      <td>0.991572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>荣耀京东自营旗舰店</td>\n",
       "      <td>10111</td>\n",
       "      <td>0.989022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>华为京东自营旗舰店</td>\n",
       "      <td>50700</td>\n",
       "      <td>0.986193</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               store  total_reviews  store_rate\n",
       "3             IMF旗舰店           2000    1.000000\n",
       "6   中诺 CHINOE手机配件旗舰店            500    1.000000\n",
       "13            炫威达旗舰店           2000    1.000000\n",
       "14           犀狼得意专卖店            200    1.000000\n",
       "17       米链手机数码配件工作室           1001    0.999001\n",
       "12         得意影音娱乐专营店           2003    0.998502\n",
       "4            Zokd旗舰店          10084    0.991670\n",
       "21          超级马官方旗舰店          20170    0.991572\n",
       "20         荣耀京东自营旗舰店          10111    0.989022\n",
       "9          华为京东自营旗舰店          50700    0.986193"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 取好评率最高的前10家店铺，并查看它们的评论总量\n",
    "n_stores = 10\n",
    "top_stores = (\n",
    "    store_rate_df\n",
    "      .sort_values('store_rate', ascending=False)   # 好评率降序\n",
    "      .head(n_stores)                                      # 前 N 行\n",
    "      [['store', 'total_reviews', 'store_rate']]    # 挑选想看的列\n",
    ")\n",
    "top_stores"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29105228",
   "metadata": {},
   "source": [
    "前几名店铺的总评论数量大都在2000左右或者更低，对应的好频率的可信度也并不高。其中【中诺 CHINOE手机配件旗舰店】和【犀狼得意专卖店】的总评论量甚至只有几百。而【IMF旗舰店】和【炫威达旗舰店】虽然有2000的总评论数，但是100%的好评率有可能是通过删差评得到的，需要后续检查。【米链手机数码配件工作室】和【得意影音娱乐专营店】也有同样的嫌疑。\n",
    "\n",
    "相比之下，从第七名【Zokd旗舰店】开始，后续的总评论数都大于1万，也更可信。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a092f603",
   "metadata": {},
   "source": [
    "### 评论量 vs. 好评率（店铺层面）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8dd9690a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# =============================\n",
    "#  评论量-满意度气泡图\n",
    "# =============================\n",
    "plt.figure(figsize=(8, 6))\n",
    "sizes = np.sqrt(bubble_df['total_reviews']) * 2  # 气泡大小\n",
    "plt.scatter(bubble_df['total_reviews'],\n",
    "            bubble_df['store_rate'],\n",
    "            s=sizes, \n",
    "            color='#FA7F6F', \n",
    "            alpha=0.5)\n",
    "\n",
    "# 添加每个点的标签\n",
    "for _, row in bubble_df.iterrows():\n",
    "    plt.text(\n",
    "        row['total_reviews'],\n",
    "        row['store_rate'] + 0.001,  # Y 方向微调\n",
    "        row['store'],\n",
    "        fontsize=8,\n",
    "        ha='center'\n",
    "    )\n",
    "\n",
    "# 设置图表属性\n",
    "plt.xscale('log')\n",
    "plt.xlabel('评论总量')\n",
    "plt.ylabel('好评率')\n",
    "plt.title('评论量 vs. 好评率（店铺层面）')\n",
    "ax = plt.gca()\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "plt.grid(ls='--', alpha=0.4)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ff35511",
   "metadata": {},
   "source": [
    "从气泡图中，可以得出与好评率排行榜相似的结论：\n",
    "- 店铺好评榜的前六名并不可信：虽然好频率100%（或接近100%），但是总评论量低，统计意义有限。可能存在样本偏差或差评被过滤的情况。\n",
    "- 店铺好评榜从第七名开始，以【Zokd旗舰店】为为代表的店铺同时兼顾高好评率与较大评论量，结果更可靠。\n",
    "- 【罗马仕京东自营旗舰店】的总评论量遥遥领先。其好评率虽仍在可接受区间，却明显低于行业头部。相比之下，【小米京东自营旗舰店】和【倍思（Baseus）京东自营旗舰店】的总评论数虽稍低，但是好评率却远低于大部分其他店铺，值得重点关注其差评原因。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a40097b2",
   "metadata": {},
   "source": [
    "### 商品 Top-10 & Bottom-10 好评率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "11723516",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# =============================\n",
    "#  SKU Top-10 & Bottom-10 好评率条形图\n",
    "# =============================\n",
    "\n",
    "# 商品名只显示前m个字符\n",
    "m = 30\n",
    "top_skus.loc[:, 'short_name'] = top_skus['product_name'].str[:m]\n",
    "bottom_skus.loc[:, 'short_name'] = bottom_skus['product_name'].str[:m]\n",
    "\n",
    "# 绘制 Top-10 和 Bottom-10 SKU 好评率的水平条形图\n",
    "# --- Top 10 ---\n",
    "fig, ax = plt.subplots(figsize=(12, 6))\n",
    "bars = ax.barh(top_skus['short_name'], top_skus['positive_rate_pct'], color='#FA7F6F')\n",
    "ax.invert_yaxis()\n",
    "ax.bar_label(\n",
    "    bars,\n",
    "    fmt='%.1f%%',\n",
    "    label_type='center',\n",
    "    color='white',\n",
    "    fontsize=10\n",
    ")\n",
    "ax.set_title('Top 10 SKU 好评率')\n",
    "ax.set_xlabel('好评率')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "30b972d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# --- Bottom 10 ---\n",
    "fig, ax = plt.subplots(figsize=(12, 6))\n",
    "bars = ax.barh(bottom_skus['short_name'], bottom_skus['positive_rate_pct'], color='#FA7F6F')\n",
    "ax.invert_yaxis()\n",
    "ax.bar_label(\n",
    "    bars,\n",
    "    fmt='%.1f%%',\n",
    "    label_type='center',\n",
    "    color='white',\n",
    "    fontsize=10\n",
    ")\n",
    "ax.set_title('Bottom 10 SKU 好评率')\n",
    "ax.set_xlabel('好评率')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9040e11",
   "metadata": {},
   "source": [
    "商品层面的排行耪与之前的结论一致：\n",
    "- 小体量品牌更易出现高好评率\n",
    "- 大体量品牌更容易被挑剔"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edaa4400",
   "metadata": {},
   "source": [
    "### 差评关键词对比（低分 vs 高分）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c33e092d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cuXJp69atKlKkiBITE/Xuu+8qKChIZcqU0dq1a81ZzCWpUqVK8vf3V6VKlbR79+4Hfg916tSRt7e31q1bp+bNmysmJkbr16/XqlWrzDaBgYEqW7asmjVrJkkqWbKkDh8+/MCvId063gsWLEjVNs7Ozubn27BhQ/3999+qWLGi3n77bdlsNv3000/q1auXrl69al5uEBISooCAAPn7+6tevXrq1KnTXfcfERFhd7kFACBzIHQDAFJ08+ZNubm5ydHRUTdv3lSFChVUrVo1zZo1667bJCQk3PO+zGPHjtW0adPk6uoqm81m3ue4efPmcnBwkGEYSkxMVN26dbV8+XKdOHFCFStWNOu47fZtxRo3bmx3vaxhGIqOjlb37t01btw4SVK5cuUUHh4uV1dXLV++XIsXL1ZYWJiCg4NVunRpPfPMM+bQ6CJFikiS3nzzTbsh8SlJ6VZh91OmTBmVLFlSu3bt0qlTp+Tr66uKFSuqVq1aGjZsmJYvX57qfaanYsWK3fV+515eXvrkk08UFhZ2333c66TMnbd28/T01NatW2Wz2VSxYkV5eXmZ6y5fvqwCBQqk7g3o1nFp2bKlVq5cqebNm+uPP/6Qt7e3nn/+ebNN9+7d1bFjR1WtWlXVq1fXCy+8oCZNmqTqdWw2m1q1aqV58+Y9UPuVK1eqXbt2dssqVqwoSeZ17adOndLTTz8tb29vs82pU6ck6YE+i0OHDtldsgEAyBwI3QCAFN2+X3RCQoJef/11nT59WlOnTtXZs2eTBc74+HglJCSoaNGid722VZJGjhypCRMmmM8PHTqk0qVL68CBA2bP9J1Kliyp6OjoZMv79Omjr776SqVKldLmzZvvef3yxYsXNXjwYEnS559/rjlz5mju3LkKDQ1V9+7ddeLECXOStpMnTyp//vzmyYD7MQxDMTExkm5Nona/7ebOnaujR4+qffv26tChg/bt2ycPDw/17dtX169ff6DXvFNUVNQD1/ogqlWrprCwMP3xxx+qU6dOmvZRrlw5HTlyRJGRkebP0L0sX75cZcuWtZtQLTIyUmFhYfLz80tTDW3atDGvCV+5cqVat25tN0qhbdu2qlKlitatW6etW7eqffv2qlGjhtasWfPAowXu3F9QUJAZoP9t8ODB5jXd9zpRY/z/+Q9eeuklu+W3Twjda+4CSTp69Kj+/vtv1atX74HqBwA8OslnLgEA4P+7efOmWrVqpV9//VWvv/66XnzxRZUsWVIlS5aUn5+fnn76aZUqVUqlSpWyGxqckm3btunpp59WSEjIQ9V06tQpTZkyRSNGjFBgYKDeeecdJSYmPtC23333nSpUqKC9e/fq9OnTkm4Nqb49LLxIkSJyc3OTk5OTGab/7ejRo/riiy+UmJiobdu2yd3dXe7u7po3b57ZA5+SkydPqkePHho3bpymTJmihIQE9e/fX5LUqFEjtW/f/oE/g/j4eE2ZMkWFCxfWxo0bU2wTExNz317pf3NxcVHPnj3Vv3//e45YSMnOnTs1fvx4lShRQtmzZ9fatWvvu82RI0c0d+5cc/K92y5cuCBJaQ7dNWvWlIODg3bt2qVVq1apTZs2dus//vhjRUZGqmvXrpo9e7a+//57rV271pwZ/kHcGc69vb115coVBQUF6fLly+ajRIkSd71U4d9mzpypEydOqHPnznbLL1y4IF9fX3MiupQYhqHevXurY8eOqZrgDwDwaBC6AQAp2rdvn6pUqaK//vpL69ev1w8//KD4+HjdvHnTHPK6bt06hYWFKTIy8q5hOjo6WleuXNGLL76oN954Qzly5EhzTefOnVPdunX13HPPqX///vrxxx81b948vfTSS7p48eJdt0tMTNSsWbPUv39/XblyRa1bt5anp6fy5cunmzdvmjNynzx5UjExMYqMjEx2m6eEhASdOnVKNWrU0PXr1xUbG6vnnntOhmHIMAz16NHjrj3uBw8e1AsvvKDWrVurc+fO8vDw0IQJEzRjxgzz+vT7uX0SYNq0aSpWrJg++ugjvfrqq6pcuXKK7bdt26b8+fPrzz//fKD93/bxxx8rOjpa7733ngzDeKBtNm/erPr165szvzdv3lyTJk2SdCtY377u/U5HjhzRSy+9pFKlSqlbt252644fPy4p7aHbwcFBrVu31rBhwyQp2QmhvXv36r333tOaNWv0559/at68efL09LznPAb/dudnc6/P6UF6zpcuXaoePXqoR48eKlOmjN2648eP3/dzGDJkiPbv369Ro0bd97UAABkggyZwAwBkYseOHTPc3d2NevXqGYcOHTL27t1rHD582Dhy5Ihx5MgR46+//jIkGQsWLDCXHT582Ni7d69x9epVcz+JiYlG2bJlDUdHR+P7779P9jp3zl5+L4mJicakSZMMHx8fo2HDhkZUVJS5bv369UaWLFkMNzc348MPPzT27Nljt21CQoJRpEgRo3DhwsbJkyeN9evXG15eXsbQoUONnDlzGq+99poxbdo0Q5KxfPlyY/fu3ca2bduMzZs32+3nxRdfNCQZo0aNMgzDMK5du2acPn06xXr/97//mTONX7582fD19TVatGhhJCQk2LU7efKk+e/w8HBj//79Rq9evQwvL69k+3z33XcNSYa7u7vx4YcfGpcuXTLXPffcc0bt2rWNQ4cOmceiefPmhqurqxEaGnrPzzYlp0+fNgoWLGi0bt3aiI+Pt1sXGhpqSDIOHDhgREdHG46OjoaDg4MxaNAgY/z48YZhGMbRo0cNJycnY+nSpca0adOMAgUKmNtHRkYaEyZMMLJly2aUKVPGuHz5srlu9erVxuDBg41ixYoZJUqUSHXdd7r9M9qnT59k6y5evGi0b9/eyJkzp+Hu7m5UqlTJWL9+far236lTJ+O1114zDOPWzPS+vr4pPr755hvDMG79TPj6+trt48KFC8aHH35oODg4GO3bt7f7+ZgyZYrRp08fI0uWLEb37t3vWkfPnj0NX19fY+/evamqHwDw6BC6AQApOnLkiJGYmGgsWLDA8PDwMG8JdbdHlixZDFdX12Th+uuvvzYWLFiQ4mvs2bPHkGScOnUqxfWXLl0yBgwYYBQoUMDw9PQ0JkyYkOJtsc6cOWN326UePXrYrV+zZo1x8eJFIzg42HjqqaeMb7/91jCMW4H4yy+/NFq1amU8++yzRv78+Q0fHx/Dx8fHbh+JiYlGpUqVjGHDht3zMzt06JDx+uuvG3nz5jXKli1rLt++fXuy8JrSe3BwcDA8PT2NTz/9NNn6f/75x2jTpo0RFBSUbN2sWbMMb29vu1tMeXp6GpMmTbrna97LxYsXja+++irF5ZKMXbt2GSdPnjR8fHyMhQsXGrt27TI8PT2NiRMnGoZhGMOGDTPc3d2N3Llz292CbcyYMYaTk5PRu3dv4+bNm3b73rFjh5EjRw6jadOmxj///JPm2h+Fdu3amaH7fr7++mujSpUqRt++fc1liYmJxiuvvGL4+vqat4+705dffmkULFjQ6N69u3H9+vW77vu7774zjh8/nur6AQCPjs0wHnDsGAAA6Wz79u2qVq2a/vnnHz3zzDPJ1sfFxalFixYqW7asPvzww/sOTd+yZYu+//57ffXVV/L19U2xTVhYmHx8fFJda3h4uN2s0ilJTEzUq6++qmeeeUbvvPOO8ubNm6rXOHbsmIoUKZKmmdEflcDAQAUEBGjbtm2qVq2arl27puzZs0uSfvzxR/3111+aOHGiDMPQ119/rf3792v06NF2t7I6d+5cmmYm/6+KiYmRi4uL3eRr0q0J42JiYu76swoAeDwQugEAAAAAsAgTqQEAAAAAYBFCNwAAAAAAFiF0AwAAAABgEaeMLiA9JSUl6eLFi8qSJcsD3RcTAAAAAIC0MAxDN27cUN68eZNNlnmnxyp0X7x4UX5+fhldBgAAAADgCXH+/Hnlz5//rusfq9CdJUsWSbfedNasWTO4GgAAAADA4yoiIkJ+fn5mDr2bxyp03x5SnjVrVkI3AAAAAMBy97u0mYnUAAAAAACwCKEbAAAAAACLELoBAAAAALDIY3VNNwAAAABklKSkJMXFxWV0GUgnzs7OcnR0fOj9ELoBAAAA4CHFxcXpzJkzSkpKyuhSkI58fHyUO3fu+06Wdi+EbgAAAAB4CIZh6NKlS3J0dJSfn58cHLiK97/OMAxFRUXp6tWrkqQ8efKkeV+EbgAAAAB4CAkJCYqKilLevHnl4eGR0eUgnbi7u0uSrl69qpw5c6Z5qDmnYAAAAADgISQmJkqSXFxcMrgSpLfbJ1Hi4+PTvA9CNwAAAACkg4e57heZU3ocU0I3AAAAAAAWIXQDAAAAwBMsJCQkTdsdP348Ve3Pnz+vTZs2mc9jYmJSnO09Pj7+oYZzZzZMpAYAAAAAFhi+/OAjfb1PmpZO9Tbx8fEqXLiw1q9fr4oVK9qtu3r1qjZt2qSwsDB16dLFbt2VK1dUokQJnTt3Tvnz51dSUtJ9Z20/ePCg2rZtqw0bNqhChQrm5GQODg66ceOGXF1d5eLiovj4eL377rsaNWpUqt9PZkRPNwAAAAA8of7880/lzZtXFSpUUPPmzfXiiy+qXLlyypEjh8qVK6cZM2bo6NGjSkhIsNvu1KlTqlSpkvLnzy9JGjt2rPLnzy9/f3/z4e7urjZt2pjbvPTSSxo4cKAZ4CMiInT9+nWFhobqxRdf1MSJExUaGqqIiIgHDtwjRoxQnjx5lDt3bg0ePFiGYUiS/P39tWzZMklSWFiYChQooCFDhki6dZ32vn37zH306tVLb7zxRlo+vgdCTzcAAAAAPKFmzJihZs2ayWazacWKFTpw4IBy5sypESNGKCAgQD179rRrn5iYqKSkJO3du1fVq1c3l/fr10/9+vUzn0+aNEkjRoxQ//797bbv16+f2rZtK0n6/PPP9fbbbytXrlx2bXr37q2aNWuqWbNm96x9yZIl+uGHH7Ru3TrdvHlTTZo0UaVKldS0aVO7dl27dpW/v78+/fTTB/5c0hM93QAAAADwBAoKCtLSpUvl7e0tSXJyclKxYsWUI0cOeXl5KSYmJtk2O3bsUEBAgPr06aOFCxeqcOHCstls5nXhhmGof//+mjRpkrZt26by5ctLunX9tmEYcnBwkL+/v6Rbw82/+eYbu/1HRERo8uTJ8vHxuW/9GzduVN26dVWqVClVrVpV/fr10+XLl+3azJw5U+vXr9f8+fPTfJ/th0XoBgAAAIAn0LBhw+56HbaXl5du3rwpSUpISFBcXJwkqXr16goKCpKPj4+2b9+u5cuXK2/evMqRI4ekW6F7woQJWrp0qQoWLGjur379+nJycpLNZjOHfX/00UeaNm2aYmNjzXZz5sxR+fLlVatWrfvWX7RoUS1btkzbtm2TdKsXvVu3bub6kydP6v3339cPP/wgPz+/B/9g0hnDywEAAADgCbN161atWLFC7dq1s1tepEgRSVJUVJSioqI0e/ZsJSQkqEGDBvrhhx8k3eqh9vX1lZ+fn3777TdVqVJFMTExcnZ2lqOjo7JmzSo3NzdJUlxcnJydnbVp0ybZbDbVqlVLLi4uSkpKUuXKlfX555/bhe6CBQtq7Nix5rXZ97pPdvfu3bV3717VqFFDjRo10pgxY/TMM8+Y6z/99FNFR0fL2dk5fT60NKKnGwAAAACeMOXKldPy5cuVJUsWu+UnT55UYGCgFi9erOrVqyswMFBBQUFm4JakBQsWqGXLlpJuTcRWv359FSxYUNmyZVOOHDkUHBys8uXLy9fXVz4+Pjp8+LBdeHZwcNCUKVPk5uamQYMGqVChQlq7dq169uypzp07q3HjxnJ3d7/vLclcXFw0c+ZM7dmzxwzxf/31l7m+aNGi6tKlizmBWkYhdAMAAADAE8bDw0OVK1e+6/rSpUtr//79Ka4LCgrSunXrtHv3bq1evVotWrTQlStXFBERoZCQEOXMmVN79uxRaGiooqKiVLJkyWT7aNasmWJjYxUaGqqQkBBz9vKQkBBdu3ZNMTExKl68+D3fw8GDBxUWFqZnn31Wq1evVqtWrTRo0CBz/eDBgzV06FAdOnRIy5cvf8BPJv0RugEAAAAAkm5dk/3VV1/J29tbefPm1d9//52szaxZs9SuXTvVrFlT1apVSzb7+P1s27ZN5cqV08WLFx+q1g4dOtiF6bp16yosLMx87uzsrHz58qlr164aMmSIOWTdx8fHrl1YWJiyZ8/+ULXcC6EbAAAAACDDMNShQwdt2rRJcXFxeu211zRmzBhJt+7DfTsk22w2lS9fXtmyZdPu3bs1adKkB9p/XFycLl68qIkTJ2rBggXKmzfvQ9XboEEDjRs3TgcPHtSRI0c0YcIENWjQIFm7jz/+WMeOHdOSJUskSbVr19bo0aMVGBiojRs3atmyZQ80cVtaMZEaAAAAAFjgk6alM7qE+4qPj1diYqICAwMVFxenp59+WgcOHNCKFSvUvXt3TZw4UVOnTtWXX36p9u3bS5J+//13derUSb/88ouyZs2qmjVrqkiRImbgjYuLS3ECtNDQUHl4eOjPP/9UmTJl7NYlJiamuvYhQ4bo+vXrql27thwcHNSyZcsU78WdN29edevWTUOHDlWLFi00ceJEde3aVWXLllWWLFnUq1cvvfLKK6l+/QdF6AYAAADuYvjygxldwkP7LwQ/ZJzY2FjFxcXJ399fO3fuVKVKlXTixAl1795dzZo107Jly9SmTRs1btxYefPm1U8//aSePXtq6dKl5jXhO3fuVEBAgH744QdNnz5dklLsxc6TJ4/27NmT4m3KoqOjzduSPShPT09Nnz7dfM07BQYG2j0fP368+e98+fJp1apVqXqth2Ezbg9sfwxERETI29tb4eHhypo1a0aXAwAAgP84QjceRExMjM6cOaOAgADzVlmPq7i4OAUFBalQoULJ1h06dEgbNmxQ06ZNVaBAgQyoLv3d69g+aP6kpxsAAAAA8EBcXFxSDNySVKpUKZUqVeoRV5T5MZEaAAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAAAkSSdOnFBwcPADtT1+/Hiq9n3+/Hlt2rTJfB4TE6OkpKRk7eLj4xUfH5+qfWdm3DIMAAAAAKywYdCjfb3aXzz0Llq1aqVmzZrps88+u2e7K1euqESJEjp37pzy58+vpKQkOTjcu0/34MGDatu2rTZs2KAKFSooZ86ccnR0lIODg27cuCFXV1e5uLgoPj5e7777rkaNGvXQ7yczoKcbAAAAAJ4wkZGR8vHxUaFChVSkSBHzceXKFU2dOtVuWUBAgLJly2a3/alTp1SpUiXlz59fkjR27Fjlz59f/v7+5sPd3V1t2rQxt3nppZc0cOBAdenSRZIUERGh69evKzQ0VC+++KImTpyo0NBQRUREPHDgHjFihPLkyaPcuXNr8ODBMgxDkuTv769ly5ZJksLCwlSgQAENGTJEkmSz2bRv3z5zH7169dIbb7yRlo/xgdDTDQAAAABPGE9PT4WFhUmSFi9erJiYmBTb5cuXT7Vr1zafJyYmKikpSXv37lX16tXN5f369VO/fv3M55MmTdKIESPUv39/u/3169dPbdu2lSR9/vnnevvtt5UrVy67Nr1791bNmjXVrFmze76HJUuW6IcfftC6det08+ZNNWnSRJUqVVLTpk3t2nXt2lX+/v769NNP77k/q9DTDQAAAABPsF69eunq1atycnKye+zbt08TJkywa7tjxw4FBASoT58+WrhwoQoXLiybzaaQkBBJkmEY6t+/vyZNmqRt27apfPnykm5dv20YhhwcHOTv7y/p1nDzb775xm7/ERERmjx5snx8fO5b98aNG1W3bl2VKlVKVatWVb9+/XT58mW7NjNnztT69es1f/58OTo6pvETejj0dAMAAADAEywxMVFTp06Vi4uL3fIbN26obNmydsuqV6+uoKAg5cmTR9u3b1d4eLgaNGigHDlySLoVuidMmKC9e/eqYMGC5nb169fXtm3blJSUpF9++UXNmjXTRx99pMaNG5vDviVpzpw5Kl++vGrVqnXfuosWLarPP/9cb7zxhqpXr27X0y5JJ0+e1Geffaa5c+fKz88vtR9LuiF0AwAAAMAT7NKlS6lqf/DgQfn6+srPz0+//fabqlSpopiYGDk7O8vR0VFZs2aVm5ubJCkuLk7Ozs7atGmTbDabatWqJRcXFyUlJaly5cr6/PPPFRsba+67YMGCGjt2rHltts1mu2sd3bt31969e1WjRg01atRIY8aM0TPPPGOu//TTTxUdHS1nZ+dUvb/0xvByAAAAAHgCvfbaa/Lw8JCPj889H56ennrppZfM7RYsWKCWLVtKkv7880/Vr19fBQsWVLZs2ZQjRw4FBwerfPny8vX1lY+Pjw4fPmwXnh0cHDRlyhS5ublp0KBBKlSokNauXauePXuqc+fOaty4sdzd3e97SzIXFxfNnDlTe/bsMUP8X3/9Za4vWrSounTpYteTnhEI3QAAAADwBHJ1ddWXX36psLCwez6+++47s+dakoKCgrRu3Trt3r1bq1evVosWLXTlyhVFREQoJCREOXPm1J49exQaGqqoqCiVLFky2Ws3a9ZMsbGxCg0NVUhIiDl7eUhIiK5du6aYmBgVL178nvUfPHhQYWFhevbZZ7V69Wq1atVKgwb9323aBg8erKFDh+rQoUNavnx5+n1wqUToBgAAAIAn0J331X755ZdVvHhxVaxYURUrVlSJEiVUrVq1FNvOmjVL7dq1U82aNVWtWrVks4/fz7Zt21SuXDldvHjxoerv0KGDXZiuW7euOSO7JDk7Oytfvnzq2rWrhgwZYg5Z9/HxsWsXFham7NmzP1Qt90LoBgAAAIAn0O0QKklZs2bVd999p127dmnXrl36/vvv73ottM1mU/ny5ZUtWzbt3r1bkyZNeqDXi4uL08WLFzVx4kQtWLBAefPmfaj6GzRooHHjxungwYM6cuSIJkyYoAYNGiRr9/HHH+vYsWNasmSJJKl27doaPXq0AgMDtXHjRi1btuyBJm5LKyZSAwAAAAAr1P4ioyu4p6SkJPPfOXPmVJ8+fezWly5d2mx3Z0/377//rk6dOumXX35R1qxZVbNmTRUpUsQMvHFxcSlOgBYaGioPDw/9+eefKlOmjN26xMTEVNc/ZMgQXb9+XbVr15aDg4NatmyZ4r248+bNq27dumno0KFq0aKFJk6cqK5du6ps2bLKkiWLevXqpVdeeSXVr/+gCN0AAAAA8ASKi4sz//3111+n2GbevHkaOXKkPvzwQ0nSTz/9pJ49e2rp0qWqXLmyJGnnzp0KCAjQDz/8oOnTp0tSir3YefLk0Z49e+wC/G3R0dF29TwIT09PTZ8+3XzNOwUGBto9Hz9+vPnvfPnyadWqVal6rYdB6AYAAACAJ9D8+fPv26ZNmzZq166dHB0dJUktW7ZUlSpVVKhQIbNNQECAJKlKlSqKiopS06ZN7zo0PaXALUkbN25MZfX/HYRuAAAAAECK/h2eXVxc7AL3nUqVKqVSpUo9irL+U5hIDQAAAAAAixC6AQAAACAd3DkbOB4P6XFMCd0AAAAA8BBuX++c2onAkPlFRUVJSj7MPjW4phsAAAAAHoKTk5M8PDwUHBwsZ2fnu04Whv8OwzAUFRWlq1evysfHxzyxkhaEbgAAAAB4CDabTXny5NGZM2d09uzZjC4H6cjHx0e5c+d+qH0QugEAAADgIbm4uKho0aIMMX+MODs7P1QP922EbgAAAABIBw4ODnJzc8voMpDJcLEBAAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgkQwN3aGhoQoICFBgYKC57NChQ6pUqZKyZcumvn37yjCMjCsQAAAAAICHkGGhOyQkRE2aNLEL3LGxsXr55ZdVoUIF7dq1S4cPH9asWbMyqkQAAAAAAB5KhoXutm3bqm3btnbLVq9erfDwcI0bN06FCxfWiBEj9MMPP2RQhQAAAAAAPJwMC93Tpk3TBx98YLds//79qlq1qjw8PCRJZcqU0eHDh++6j9jYWEVERNg9AAAAAADILDIsdBcqVCjZsoiICAUEBJjPbTabHB0ddf369RT3MXLkSHl7e5sPPz8/y+oFAAAAACC1MtXs5U5OTnJ1dbVb5ubmpqioqBTbDxgwQOHh4ebj/Pnzj6JMAAAAAAAeiFNGF3Cn7Nmz69ChQ3bLbty4IRcXlxTbu7q6JgvpAAAAAABkFpmqp7tSpUravn27+TwwMFCxsbHKnj17BlYFAAAAAEDaZKrQ/fzzzys8PFxz5syRJI0aNUr16tWTo6NjBlcGAAAAAEDqZarh5U5OTpo2bZrat2+vvn37KjExUX/++WdGlwUAAAAAQJpkeOg2DMPuebNmzXTixAnt2rVL1atX11NPPZVBlQEAAAAA8HAyPHSnJF++fMqXL19GlwEAAAAAwEPJVNd0AwAAAADwOCF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFsmUoXvu3LkqUKCAvLy8VK9ePQUGBmZ0SQAAAAAApFqmC92nTp3SoEGDtGzZMh0+fFgFCxbUG2+8kdFlAQAAAACQapkudO/du1dVq1ZV+fLlVaBAAXXu3FnHjx/P6LIAAAAAAEg1p4wu4N+eeeYZ/fHHH9q7d68KFSqkSZMmqX79+im2jY2NVWxsrPk8IiLiUZUJAAAAAMB9ZcrQ3apVK5UvX16SFBAQoB07dqTYduTIkfrss88eZXkAAAAAADywTDe8fPv27VqxYoV27NihGzduqF27dnrppZdkGEaytgMGDFB4eLj5OH/+fAZUDAAAAABAyjJd6P7555/Vtm1bVa5cWV5eXvr88891+vRp7d+/P1lbV1dXZc2a1e4BAAAAAEBmkemGlyckJOj69evm8xs3bigyMlKJiYkZWBUAAAAAAKmX6UL3c889pzfffFNff/21cuXKpe+//165cuVSmTJlMro0AAAAAABSJdOF7jZt2ujYsWMaP368Ll26pFKlSmnp0qVydnbO6NIAAAAAAEiVTBe6bTabhgwZoiFDhmR0KQAAAAAAPJRMN5EaAAAAAACPC0I3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABZJU+hOSEjQzJkz79lm/fr1SkxMTFNRAAAAAAA8DpzSspHNZlOfPn0UHBysfPnyqXjx4nr22Wfl5HRrd2fPntWrr76qBQsWqH79+ulaMAAAAAAA/xVp6ul2dHSUzWbT9evXtW7dOvXu3Vt58uRRy5YttWLFCtWvX19vv/02gRsAAAAA8ERLVU/3vn37VLRoUXl6eip79uwaOXKkuS48PFwtWrRQ06ZN1ahRI40aNSrdiwUAAAAA4L8kVT3d7733nnx9ffX8888rIiJCGzZs0LRp0/T666+rZMmSyps3rzZs2KALFy5o0aJFVtUMAAAAAMB/Qqp6urdu3apr167pjz/+0IoVK9S8eXNFRkbqo48+0pEjR5QlSxZJ0uLFi/X888+rVq1aeuqppywpHAAAAACAzC5VPd0zZszQihUrFB8fLycnJwUFBalt27YKCwvT9OnTdfHiRUnS2LFj1aFDB61atcqSogEAAAAA+C9IVU/3s88+q8mTJyshIUFubm7q0qWL8uXLp6+++kpeXl4aP368ypYtK0n65ptv5OrqaknRAAAAAAD8F6Sqp3vjxo0qU6aMPD09dfToUWXNmlWFCxeWYRjKkyePjh8/rqioKIWEhMhms1lVMwAAAAAA/wmpCt3//POPjh49qvPnz2vTpk0KDAzUsWPH9Nxzzyk6Olrx8fGKjIxUtWrVNHz48Icu7uOPP9bLL7/80PsBAAAAACAjpCp0T5kyRe7u7qpfv76qVKmioKAgvffeexo9erSuX7+usmXLysXFRaNHj9aiRYt07dq1NBd26NAhTZ48WePHj0/zPgAAAAAAyEipCt1ffvml4uLilD17dpUoUULTp09Xq1atVKZMGT311FPatWuXhg0bJmdnZ7Vo0UILFixIU1GGYahbt27q1auXChcunKZ9AAAAAACQ0VI1kdrAgQPl4OCgCxcuqHjx4qpYsaL69OkjJycn9ezZU9mzZ1etWrUkSW+//bby5MmTpqKmT5+uffv2qUuXLlq5cqUaNGggZ2fnZO1iY2MVGxtrPo+IiEjT6wEAAAAAYAWbYRhGRhdxp5s3b6pQoULKmzevWrZsqQ0bNig6OlobNmyQm5ubXduhQ4fqs88+S7aP8PBwZc2a9VGVDAAAgMfU8OUHM7qEh/ZJ09IZXQLwWIqIiJC3t/d982eqhpffdu7cuXuuv3TpkurVq6ewsLBU73vp0qWKjIzUH3/8oU8++URr165VWFiY5syZk6ztgAEDFB4ebj7Onz+f6tcDAAAAAMAqqRpeflvFihWVM2dONW3aVF26dFFAQIDd+r59++rGjRvy9vZO9b6DgoJUpUoVZc+e/VaBTk4qU6aMzpw5k6ytq6sr9wIHAAAAAGRaaerpNgxDn332mc6fP68DBw7YrZs4caLWrFmjH3/8MU336vbz81N0dLTdsrNnz6pgwYJpKRUAAAAAgAyTpp5um82mli1bqmXLluaypKQkjRo1SpMmTdLGjRvTPOt448aN1bNnT02dOlVNmjTR0qVLtW/fPjVs2DBN+wMAAAAAIKOkKXTfNnLkSF2/fl3h4eFau3at6tSpoz179ihXrlxp3mf27Nm1Zs0a9e7dWx999JFy586tBQsWyN/f/2FKBQAAAADgkXvg0J2QkKAhQ4aoV69e5jIHBwfFxMQoJCREUVFRCg4OVmho6EOFbkmqWrWqtm7d+lD7AAAAAAAgoz1w6D5//rx2796tokWLKioqSrt27VL//v3N9YmJifr+++9Vt25dzZgxQ40aNbKkYAAAAAAA/iseeCK1gIAArVmzRqdPn9bIkSPVtGlTtWvXTkFBQZIkR0dHdevWTUuWLFHHjh21b98+q2oGAAAAAOA/IdWzl2fPnl29e/fWqVOnlC9fPh0+fFgJCQnm+urVq2vIkCFq166d4uPj07VYAAAAAAD+S9J0y7Bdu3apSZMmGjJkiOrVq6cKFSqoZ8+eCg8PlyT16NFD/v7+CgkJSddiAQAAAAD4L0l16P7uu+9Uu3Zt1apVS+7u7nJwcNDPP/+s0NBQlShRQtOnT5ckrV69Wnny5En3ggEAAAAA+K9IVeg+fvy4Ro4cqd9++02DBw+Wk9OtedhKlCihH3/8UcuXL9f48eNVoUIFXbx40ZKCAQAAAAD4r0jVfbqLFSumEydOyNnZOcX1lStX1t9//60pU6Yob9686VIgAAAAAAD/VakeXn63wG3u0MFBb7/9dpoLAgAAAADgcZGqnu41a9bIzc1NDg72WT0uLk7Vq1eXh4eHZs2apffff199+/bVF198ka7FAgAAAADwX5Kq0N2qVSs9//zzMgzDbrnNZtMzzzwjDw8Pde/eXc8//7yqVatG6AYAAAAAPNFSFbrz5MmjX3/9NcV1S5cuNf9948YNu3t3AwAAAADwJEpV6LbZbJKkJUuWaPz48fL391dAQIACAgI0adIkFShQQIZhyGaz6ZNPPrGkYAAAAAAA/itSFbpvK126tN555x0lJiYqMjJSBw8eVHR0tK5evaoxY8aoWrVq6V0nAAAAAAD/OakK3fHx8Tpx4oQkqWLFiubyOnXqaOTIkdqyZYu6dOmid999V++99176VgoAAAAAwH9MqkK3g4ODWrRoISen/9ssKSlJMTExWrRokerWravt27erRo0ayp8/v5o2bZruBQMAAAAA8F+RqtB9/PhxLVu2TC1btjSXnTt3TgUKFJB065Zi5cqV0+zZs9W4cWPVrVtXXl5e6VsxAAAAAAD/EQ73b/J/kpKS9Oabb5rPY2JiVKpUKfP52rVrNXfuXD377LMaPXo0gRsAAAAA8ERLVU+3s7Oz4uPjNWzYMEm3QnhCQoL5PCgoSAcOHFCfPn3UoUOH9K8WAAAAAID/kFT1dEu3bhvm5uYmV1dXubm5ycHBQa6urnJ1dVWFChW0a9cuBQcHW1ErAAAAAAD/KTbDMIwHbRwTE6OcOXMqIiJCkhQdHa1cuXKZzyXpueeeU9OmTdWvX7/0r/Y+IiIi5O3trfDwcGXNmvWRvz4AAAAeL8OXH8zoEh7aJ01LZ3QJwGPpQfNnqoeXr1+/3nzu5uam3bt327Xp06eP/Pz8UlkuAAAAAACPn1SFbkdHR1WqVMl8brPZVLRoUV26dEmRkZFycHBQ2bJlJUlHjx5ViRIl0rdaAAAAAAD+Q1IVuiVp9erVmj9/vhwcbl0O7uLiIk9PTy1atEiOjo6SpMuXLytPnjw6d+5c+lYLAAAAAMB/SKpDt5+fn1544QU5ODjIMAwNHDhQV69e1TfffGO2eeqppwjcAAAAAIAnXqpDd6lSpezuzT1gwIBkbWw228NVBQAAAADAYyDVtwz7NwI2AAAAAAApS1VP99SpU+Xu7m4XtGNjYzVnzhzzuWEYio2NTb8KAQAAAAD4j0pV6F6zZo3c3NyShe7Vq1fbtYuLi0uf6gAAAAAA+A9LVehetmxZsmVPPfWUfvrpp2TLAAAAAAB40llyTTfXeQMAAAAAkIbZy0NDQxUeHi4nJycZhmFFTQAAAAAAPBZSHbrnzp2rESNGyNHRUZLk4+Oj2bNn6+jRo7LZbDIMQ1FRUeleKAAAAAAA/zWpHl7eq1cvXb16VZcuXdKlS5d0/Phxubi4yNXVVa6urnJzc9MHH3xgRa0AAAAAAPynpLqnOyXt2rVLj90AAAAAAPBYeeiJ1AAAAAAAQMoI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBF0mX2cgAAgCfF8OUHM7qEh/ZJ09IZXQIAPDHo6QYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAskulDd8OGDTVr1qyMLgMAAAAAgFTL1KF7/vz5+u233zK6DAAAAAAA0iTThu5r166pd+/eKl68eEaXAgAAAABAmjhldAF307t3bzVv3lzR0dF3bRMbG6vY2FjzeURExKMoDQAAAACAB5Ipe7o3bNig9evXa/To0fdsN3LkSHl7e5sPPz+/R1QhAAAAAAD3l+lCd0xMjLp166YpU6Yoa9as92w7YMAAhYeHm4/z588/oioBAAAAALi/TDe8fPjw4apUqZIaN25837aurq5ydXV9BFUBAAAAAJB6mS50//jjjwoODpaPj48kKSoqSgsXLtTOnTs1efLkjC0OAAAAAIBUyHShe/PmzUpISDCf9+nTR1WrVtUbb7yRcUUBAAAAAJAGmS5058+f3+65l5eXcuTIoRw5cmRQRQAAAAAApE2mC93/NmvWrIwuAQAAAACANMl0s5cDAAAAAPC4IHQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGCRTBm6ly9frkKFCsnJyUlVqlTRkSNHMrokAAAAAABSLdOF7lOnTqlz584aNWqULly4oIIFC6pLly4ZXRYAAAAAAKnmlNEF/NuRI0c0YsQIvfrqq5Kkd955Rw0bNszgqgAAAAAASL1MF7qbNGli9/zYsWMqUqRIim1jY2MVGxtrPo+IiLC0NgAAAAAAUiPThe47xcXFaezYsfrwww9TXD9y5Eh99tlnj7iq9DF8+cGMLiFdfNK0dEaXAGQ6/H4/WTjeAPD4eBz+pvP3PPPJdNd032nw4MHy8vJS165dU1w/YMAAhYeHm4/z588/4goBAAAAALi7TNvTvW7dOk2dOlXbt2+Xs7Nzim1cXV3l6ur6iCsDAAAAAODBZMqe7tOnT+u1117TlClT9Mwzz2R0OQAAAAAApEmm6+mOjo5WkyZN1KxZMzVt2lQ3b96UJHl6espms2VwdQAAAAAAPLhM19P922+/6ciRI5o+fbqyZMliPs6ePZvRpQEAAAAAkCqZrqe7WbNmMgwjo8sAAAAAAOChZbqebgAAAAAAHheEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIk4ZXQDwJBi+/GBGl5AuPmlaOqNLAAAAqbVhUEZXkD5qf5HRFQBpQk83AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFsmUofvQoUOqVKmSsmXLpr59+8owjIwuCQAAAACAVMt0oTs2NlYvv/yyKlSooF27dunw4cOaNWtWRpcFAAAAAECqOWV0Af+2evVqhYeHa9y4cfLw8NCIESP03nvvqXPnzsnaxsbGKjY21nweHh4uSYqIiHhk9aZVTNTNjC4hXfwXPuvMgOP9ZOF4P1k43k+ex+GYc7wf3GNxvB1j79/ov+AR/Nw+Fseb3+9H5vZnfb+R2TYjk43d/uyzz7Rjxw79+uuvkm69AV9fX127di1Z26FDh+qzzz571CUCAAAAACBJOn/+vPLnz3/X9ZmupzsiIkIBAQHmc5vNJkdHR12/fl3ZsmWzaztgwAB99NFH5vOkpCRdu3ZNvr6+stlsj6zmJ1VERIT8/Px0/vx5Zc2aNaPLgcU43k8WjveTheP9ZOF4P1k43k8WjvejZRiGbty4obx5896zXaYL3U5OTnJ1dbVb5ubmpqioqGSh29XVNVlbHx8fq0vEv2TNmpVf6icIx/vJwvF+snC8nywc7ycLx/vJwvF+dLy9ve/bJtNNpJY9e3YFBwfbLbtx44ZcXFwyqCIAAAAAANIm04XuSpUqafv27ebzwMBAxcbGKnv27BlYFQAAAAAAqZfpQvfzzz+v8PBwzZkzR5I0atQo1atXT46OjhlcGf7N1dVVQ4YMSTbEH48njveTheP9ZOF4P1k43k8WjveTheOdOWW62csladmyZWrfvr2yZMmixMRE/fnnnypZsmRGlwUAAAAAQKpkytAtSRcuXNCuXbtUvXp1PfXUUxldDgAAAAAAqZZpQzcAAAAAAP91me6abmQ+Z86c0e1zMzdu3Hjg7QzDUHx8vFVlIQUrV67UunXr7JbNmjUrVcftfhITE9W3b1+dO3dOkhQXF6fo6GglJSWlel+xsbFKTEy0W5aQkMDPTTq7ePGizp49a+lr/Pv87b+PK9LPjRs31KFDh2R3+nhU4uPjFRsbmyGvDcB6/D0H0h+hG8mcO3dOH3zwgRl86tevr5kzZyoyMlLPPPOM/vrrr2TbhIaGKnfu3HbLfvzxRzVo0OCR1IxbRo8erT179pjPt23bps6dO2vz5s0ptj969Kj8/Pzsln388ceaMmXKXV/D0dFRoaGhatasmSIjIzV9+nTlzp1bOXLksHs4Ojpq5cqVkqSkpCTZbDYVKVJERYoUUY4cOdSnTx/169dPhQoVUu7cueXl5aVChQqpUKFCmj59ejp8GritT58+evfdd++6fsGCBcqePbty5MghX19fvfXWWzp37pwcHBzM4+nt7a2iRYumuH1ERITKli2r8+fPm8u+/vprvfbaa+n+XiBlyZJF169f14wZM+7ZbsCAAQoICFCtWrVSfLi6uponz+5m165dcnV11bPPPmv3GD16dLK2HTp00OTJkyXdPZjHxsYm+0KPh9O6dWstW7bsgdvPnTtXVatWfaC2dx7TuXPnKmfOnKpYsaL5KF68uGrWrJmWspEGiYmJun79uk6dOqVt27Zp9uzZeu+999S7d2+7dg/zu8/f84wTFBRk97k/LDpJMhdCN5LZunWrDhw4IGdnZ4WFhSkwMFBNmzaVp6enxowZo1deeSVZr5mzs3OyWRJdXFyULVs2RUdHKzg4mC9aFjt27Jj279+vbt26mcsGDx6s119/XR9//HGKvd1ubm52xy0qKkrff/+9EhIStGXLFvORkJBgt93EiRNVsGBBRUZG6r333lN4eLiuXbumkJAQ8+Hn5ydnZ2dJkoODgxwcHHT06FGdPHlSffr0kYuLi7755hudPXtWo0aNUtu2bXX69GmdO3fungER9/bUU0/J0dFRTk5O5mPhwoX67bff7JY5OjqqSJEikiSbzaaXXnpJISEhmjRpkhITE+Xi4qKcOXOax3Pp0qXKli2b3WvFxsYqKSlJWbNmVZUqVbRhwwZJt/6jnz59ul5//XXz+b9/hvDgFixYYBd0KlasqPPnz2vRokXJlv/444/mdu7u7kpKSlJCQkKKj9tt7sXNzU1+fn7at2+f+fjnn3/06aefJmvr4eFh7m/OnDny9va2OxGXNWtWeXp6Wj7q4nEWHR2d7Euui4uLFi5caLcsMTFRcXFxKe7D1dX1gWc1dnd3V3x8vM6ePXvXbVxcXB5oX0ibjh07KkeOHPL391fJkiVVv359Va9eXX379tWBAwfk5+enokWL2h3vtPzu8/f80fn000/Vv39/SbdOcly7dk1hYWEaOnSoBgwYoLCwMIWFhenKlSsP9Tp0kmQuThldADKfn3/+Wd27d5ck7dmzR2XKlJGvr68kqW3btnJ2dla+fPmUlJSk6OholShRQh4eHrp06ZKKFSum999/XwsXLtSFCxcUHh6uunXravfu3YqOjpbNZsvIt/ZYGzt2rF566SX5+PhIkr777jvZbDbNmjVLI0eOVOPGjfW///1PPj4+MgxDUVFR5lnLpKQkJSUlaeLEiXJxcdGOHTu0Y8cOnTp1SoZhaPv27ebrtGvXTr1799Yvv/xy35ruvNWfk5OTGfLCw8P1/vvv6/r169qxY4f+/PNPxcXFac2aNXJzc1OtWrXS74N5wri4uGj9+vWqVauW9u3bp379+mnGjBnKnz+/XbuNGzeaJzccHJKff3Vy+r//HhITE/XPP/8km9Ty5Zdf1uHDh822K1eu1FtvvaV8+fJJknkCKCEhQcOGDdObb76Zfm/0CRIaGqpSpUpp1qxZioqKUlxcnPl7fvjwYQUEBMjd3V1vvPGGrl27Zm6XmJioRo0a6Y033khxv6+88kqyL89///23WrdubT6Pj4/X1atX5e/vn2z7AgUKaNOmTbpw4YKioqIUGRmpkJAQHTt2TO3bt9dbb7310O8d9ho1aqTNmzebJzQTExPNv7Nubm5mu6SkJPXu3VsjR45U/fr1tXXrVnl4eEj6v96uHDlymO1DQ0N19uxZFShQwNzv8OHDlZCQoIULF2r37t1q1KiRqlevrh49epjb7d+/X6tWrbL8fT/JkpKSNGjQIPXq1cv8DvXGG2+oatWq5nc1yX4IeFp+9/l7br3bJ0Y8PDzk4OCgpKQkLVu2TOvXrzePrZOTkzp27ChfX1+5uLho2rRpD/WaEydOVIcOHcxOkvfeey9ZG39//xQ7SZycnDRq1ChFRERo7Nix+uabbzRr1ixt2bJF33///UPV9SQidMPOzp07tXz5cv3666/q3r27oqOj5ejoaPefsyS9+eabatasmWbPnq3z58/r5s2bKlWqlI4fPy5J6tGjh+bOnavt27dr+PDhKlOmTIpf7JE+Dh48qJkzZ6pDhw6SbvWMff7559q2bZtsNpsGDhyoq1evqly5cpoyZYoqV66skiVLKj4+XuHh4SpSpIg6d+6siRMnKlu2bPr4449VqlQp1axZ0zwbe9uGDRvUtWvXVNeYkJCgkydP2v0RP3HihN5++21zJMVPP/2kHTt26OjRo+nyuTyJWrdurTx58ig4OFht2rTR2bNnk53EaNOmjd5880117NhR0q2e7l9++UX58+dXdHS0Xn75Zbv2LVq00N69e/Xtt9/aLV+7dq3i4uLMnq5Zs2Zp4cKF+vXXX802CQkJSkxM5H6hD6FOnToqX768jh07pg4dOqh169Z6/fXX5eHhoR9++EFLlizR2LFj9f777ytr1qzmds8995w2bdpk9mD8W9euXe2CmnTrWk4vLy8dOnRIkrR9+3Z169ZNf/zxhy5fvqxLly6pXr166tu3r/klf8mSJTp8+LCWLl2qS5cu6ciRIxo4cKB5ku3f7gyKSJ3169ebn922bdvUpEkTzZkzR02aNFFwcLA2bdqkli1b2m3j6uqqfv36aejQoZKkxYsX69tvv9XGjRvNNjabze5E28mTJ/Xtt9+qZcuWat26tYYNG6YuXbood+7cWrx4sd3+X3rpJWveLCTdCt2///67+vfvLy8vLzk4OOjmzZtavHixBg8eLOlWmAsICND+/fslpe13n7/n1vvpp5/UvXt3M3AvWrRI//zzj/LkyaMlS5Zo6tSpkqTnn39ezZo1sztx6ejoKG9v77t+l46KitKrr76qWbNmmcvoJMlcCN2wU7lyZZ04cUKFChWSg4ODSpQoocmTJ6tOnTp33SYmJkZ79+5VWFiY2rRpoxdeeEErV66Uh4eHatSoIcMwzDPsSH9RUVHq0KGDKlasKOnWdd3Tp0/XrFmzzC9R8fHxatKkiQoUKKCOHTtqx44dunTpkrp3767ff/9df//9tzZu3KhJkyapSJEiateunerUqaPixYurSZMmdq/n5OQkm82moKAg+fn5maMgJOn69etmL+udDMOQzWbTs88+K0m6du2aOnToIGdnZxUvXlxffPGF5s2bp8aNG6t58+bWfVhPgPHjx2vfvn2qVq2arl27psmTJ5s9EqNHj9a8efPUv39/Zc2aVQMGDJB060tdixYtNH36dC1atEjr16+XdGso69SpU1W/fn01atRIFy9e1OnTp1WoUCFJUmRkpAoXLixXV1fZbDZduXJFXl5edr2iiYmJqlSpkpYuXfpoP4jHSJ48eTRhwgQtX75cY8eOVfv27dWsWTOVKFFCX331lV5++WV17txZ5cqV09KlSzVjxgyNGTNGWbNmlZeX111HGCUlJWn16tXKkiWLGcBu93aMHTtWEyZM0LVr18xeswIFCsjf319FihRR9+7dzYD//vvvKyQkRN99953at2+vtm3bmiMrnJycFBsba17yEBMTozJlymjbtm3Wf3CPIUdHR0VERGjWrFmaN2+eVq5cqerVq0u69X/Bl19+qT/++EPffPON+ff/QU9w3Pllfvfu3Xruuedks9nk4+Oj8ePH66OPPkpxu127dunkyZNmYED6SkhI0CuvvGI3oiClnm5JD/W7z99z63Xq1EmdOnXSqFGjFBMTY54IK1iwoL7//nsNHDhQ+fLl04EDB1SvXj27bV1dXbVz5867nswcOnSoLly4YLeMTpLMhdCNZG7/Qv/xxx8KCwvTCy+8cNe2R48eVZkyZVSxYkU5OTmpZ8+eqlq1qvz9/dW8eXMVKFBAWbJkUUxMzKMq/4lz+vRp5cuXT+3bt9fvv/+u5s2b6/XXX9dXX32lTZs26bPPPlNMTIzq16+vmJgYvfvuu3JzczPPlDs5Oaly5cr666+/lCNHDh06dEhubm5auHCh3n33XQUHBycbViz93/XgISEh5jJ/f/8Ur+9LSEgwv3jfFhsbq3/++UfSrS+Ln3zyiRo3bsyIiIcUHx+vvn37qlevXmrVqpU6duyon376SX5+fjp06JD++OMPu95Q6VYviZubm9zc3MzQJd36YjZ16lSVKVNGzzzzjL788ktVrFhRhQoVUmJiotzc3HT58mVJ0s2bN+Xn56cdO3aYofw2wzDselCQOt7e3ipXrpxGjRolb29v9evXT8ePH9exY8fUqVMn1apVSwcOHDAnUXzzzTf15ptvau3ateboo7tp2bKl8uTJYz6Pj4+Xg4ODXn31VTVo0EDBwcHq1auXtmzZIhcXFxmGoeHDh2vHjh12IeB2T8rIkSN16NAhhYaGmr/vXbp0UcWKFZMFBKTNW2+9pcWLF8vPz0/t2rVTbGysYmNjlZCQoEKFCmnVqlU6ffq0fvnlF7M3c/z48WYPWFRUlCIiIlK8ZOC2rVu3qkaNGjp16pQkKX/+/OYlDv7+/goMDFS9evX0/fff6/Llyxo2bJjVb/uJFR0dLVdXV82cOVNffPGFJOnq1av69ddfNXbsWElS6dKl9csvv6T5d5+/5xnnxo0bKly4sD799FNlyZJFe/fuVb58+VSwYEGFhoaaHRsP8nn/+wQbnSSZC99ukSLDMNS/f39du3ZNxYsXNydUKFKkiGw2m9lLUaJECYWEhGjt2rXy8vJSjRo15OTkJMMwVLRoUe3du1evvfaanJ2ddfXqVXXs2NEupOHhlSpVSr/++qvZq1GsWDHlyZNH8fHx5rVYt4OUi4uL+SXsm2++UZMmTeTl5aWxY8dq0KBBql69uj7//HPNmjVLZ8+ela+vr2rWrKkqVaooPDzc7nXv1ntyZ2i7beDAgSpRooRKliwpFxcXlShRQsWLF9fFixcl3TrDXrBgQUligpaH5OzsrLVr16pHjx46f/68SpQooS1btuinn36Sr6+vVq9ebXcbQOnWf/rz5s1Tjhw57M6Ke3p6qmPHjipcuLDeffddJSQkqGzZspJuXcJQsGBB+fv7y9/fX0899ZRsNpvq1KljLrv9KFiwoGrUqPHIP4vHhc1mU9euXZWYmKh27dpp7969+vvvv/X111+rbt26GjdunNzd3ZOdIF2wYIH27t2r/PnzK3/+/Jo7d66Cg4PN56NGjTJ/B2+LjIxU1qxZVaBAAZUuXVrly5eXn5+fqlevrooVK6pSpUrasGGDOUpCuvX/xbfffqvChQvrrbfe0vfff6+TJ0/q559/trvGfOfOnTp8+LC1H9YT4O2339a0adP05ptvys/PTwcOHNCRI0fk6emp/fv3a/fu3apdu7Y5BNhms6lXr14KDAxUYGCgJk+erKpVq5rPAwMDk73Gt99+q/fff998npCQoJ07d6pXr166du2aevXqpePHj2vYsGEaP348MxhbKCwsTJ6enoqMjFSNGjV08uRJ7dmzR7t379bJkyc1atSoZN+rUvu7z9/zjBEUFKSPPvpIhQoV0owZM1SuXDm1atVKkZGR8vf3V+3atdPlde7sJLlzstt7dZIcOnRIhw4d0sWLFzV8+HDzO8PtThIp5flgcHf0dCNFo0ePVmBgoPz8/DRjxgw9//zzkqSZM2dq+fLl5nA2SeZ1ZLd7z06cOKHu3btr9uzZqlGjhjZt2qTffvtN7du316lTp+zOtME6ERERypkzp92y20PNzp49q+nTp2vZsmXasmWLmjZtqly5cmnOnDnatGmT2rRpY27j4uKin376Sd7e3nb7utuXrJSWjxw5Us8995xeeeUVFSpUSLt27ZKXl5c5QduePXv0zDPPyGazcf/fh7B//3798ssvOnTokP7++29lyZJFLVu21MmTJ+Xh4aEFCxZo3rx5euedd2Sz2ZQnTx6tWLFCZ86c0fDhw9WnTx8tWLBAa9asMff5yiuvqGXLlipSpIgaNmxonlR57bXXzFvIHDx4UI0bN9Zff/1lnuhB+gkPD9fPP/+szz77TJ07d9bcuXPl5OSkhg0bavPmzerVq5fGjRunN954Qw0bNlTVqlXl5OQkBwcH/fHHHzp27JikW9fpLlmyxLx84Nq1a8m+NAUHByt79uyKiorSjRs35OjoqKSkJP39998aPXq0cubMqTfffFNBQUHmNpMmTZKTk5Pq1aunvHnzavHixfL09FSHDh3sbmE4Y8YMHThwQFu2bOHL2kN48cUXJd2aIT5fvnzmXQZu8/X1Vb9+/cznD3rnkDtvI2Sz2eyu2y1btqwGDx4sZ2dns2fszh6yf8/7gvRz5coV5cuXT8HBweayb7/9VklJSZowYYKk5Mc4tb/7/D1/NJKSksz/nzdv3qybN29q/Pjx8vT01Lp16/Tpp59q06ZN5v+zt6+hf9g5MFLbSbJs2TK5uLiYl5vGxMSYc7rQSZJ2hG4ks2rVKg0dOlRLliyRj4+POnXqpK1bt+rGjRsaMWKE3Rdy6dbQ1MWLF5v3bR0wYIDeffdd8zrwevXq6bnnntPIkSP16aefMoP5I3Ls2DFzJtp/O3funAYPHmzOgCxJVatW1ezZs9WqVSvzOqPAwEAVL1482fAy6dYfWy8vr2RftlL6gnfx4kW98847atasmSTp6aef1tNPP605c+aoZ8+e+vzzz/Xxxx9r/fr19IQ9BAcHB23evFnNmjWTm5ubtmzZotmzZ2v27Nl27Xx8fDRq1Chdu3ZNJUqU0LFjx/Tcc8+luM+iRYvK29tbH374od3tqG47ffq0mjZtqoIFC6ps2bLy9vbWzZs35e7uLkdHR4WHh2vixIlq166dJe/5cXf7+vxq1aqpfPny5smyO4WEhKhatWo6e/asPvnkE61bt07SrVEvDg4O5sm34OBglSlTxvx9fuqpp5JNpnTw4EGVLFlSn376qa5du6YxY8bo999/l81m09mzZ2Wz2RQSEqJixYpp06ZNKl++vObMmaMffvjBvKa3YcOG+uqrr1SvXj2VLl3a3PfIkSNVrFgxTZ8+3e7WhkibTZs2mSNP7iUpKUlffvml+aU5pdnLfX19k92D9065cuXS0qVLtXLlShUqVEjZs2eXdOv339vbW1u2bHnId4OUREVF6fTp0/L399eOHTvM5ceOHdOrr74qwzDk7e2d7O4Uafndl/h7brWlS5eqZ8+e5uixoUOHKl++fHJ2dtb58+eVK1cuFS1aVFevXpWXl5fc3d01bty4ZJMjphadJJkDoRt25s2bp3fffVfTp09X48aNJUk9e/ZUw4YNFRkZqZkzZ6pw4cJ22yQlJalSpUpq1KiR9u7dqzFjxiggIECrVq2Sl5eXXnjhBc2ZM0dXrlwxe8xhrQMHDujkyZMqVapUiutr1qypmjVrJhtWmFLv091OkuTNm/eBLxU4evSoIiMjzVlQjxw5Ii8vL509e1bffPONSpUqpRo1aqhz58766aeftGbNGmY3ToPSpUubPRnHjh3TG2+8YZ5AuVPu3LlVs2ZN+fv7m/dkHzdunKSUT5pUq1YtxS/VGzZs0GuvvaYxY8aYvSSS9Oyzz2rs2LHJJoJB6j377LPav3+/ihUrpiFDhqhKlSrmjMW3/XtSHulWsFq0aJFcXFzME1khISE6cOCAzp07J+nWibMNGzbo6aefNrfbunWrevToodKlS6ts2bL65JNPzN9FR0dHOTo6asyYMWrUqJE5eeO2bdvsZr4ODw/Xl19+qXnz5tnVmS1bNvXq1UtjxoxRly5d+B1/CMePH9dPP/2kffv2pbg+KChIs2fPVq9eveTm5qahQ4eavd8pzV4u3fp5CAsLszsZe6fFixfr119/1aBBgzRx4kTt3r1bs2bNMi9dQfpbtWqV8uTJozx58qhTp06KjY3Vrl27tGnTJn3xxRcqXry4+vfvr/nz55vbpPV3n7/n1mvatKkaNWqkiRMnmnMdXbhwQdu2bdM777yjXbt2KT4+XsWKFdPu3buVK1eudHldOkkyB0I3TFevXtWECRO0YsUK89rAS5cumTMWe3h46Pz588km0Bg2bJj8/Pwk3QrtDg4OGjNmjC5fvqyZM2dqy5Ytat++vYYOHapu3bqpfPnyGfL+HncxMTFKSkrSxYsX9eqrr6pfv37mcbo9bDApKckuWP/7D25SUpImT55s3hImPj7ebsihdP/hRNHR0QoLC1NkZKQ5PHHLli1q27atlixZoqCgIE2fPl01atRQSEiIqlatal4vNG/ePK1atUp///23qlat+nAfyBPufkNKb/dqLV68WHnz5lXhwoW1YcMGLVy4UAUKFDDPgP/vf//T3LlzNWfOHLVt21YDBw7Uhx9+qClTpqh///6aN2+eXnnllfvW8++fPTy4YsWKSbr3Mf13L6Wzs7OWLVumXLlymYG4WbNm6t69uxo2bCjp1u/qnU6dOqXt27dr6dKl8vHx0axZs1K85q9x48Z2o1/uvEtCYmKiYmNj1bt3b1WuXFm//PKL9uzZo5o1a0q6NdP5O++8Q+B+CLt27VLr1q3VrVs3FS1aVNKtk6M3btxQeHi4vL29tXXrVo0ePVr9+vXTokWL7LZ3cnLSpUuXFB0dLXd3d3P52rVr9eqrr+rChQvm5URxcXHm34LExETlzp1bzzzzjOrUqSPDMDR58mQlJSXx+22BhIQEjRgxQu3bt5fNZpOjo6N+/PFHffnll5o7d67Kly+vSZMmqX///po0aZKmT5+uChUqpOl3f/Lkyfw9fwScnZ1THNJ96tQphYeHq127dvLy8tJrr72WboFbopMksyB0w5QzZ07t3LlTFy5c0KBBg7R582adPHlSb731lgIDA3XgwAF9+umneuedd1SjRg01bNhQFSpU0Nq1a3X69GlJt2aprVOnjr788ku1bdtW/fv315kzZxQQEKD+/fvr66+/1ty5czP4nT6e4uLiFBMTo4ULF6p8+fJ2t3e5PQQoOjpanp6e5vKEhAS74UWxsbHmkCfp1vDyfw8tv9+EOYGBgapYsaJeeOEFlStXTpL0559/avTo0apatao+/vhj8/rUU6dOKSQkRN9++635JcDBwUEvvfTSA91XEncXExNjdwLlTqGhoYqIiJAkFS5c2LwX++XLlxUZGanu3bubx3n27Nn63//+p0qVKunpp5/Wb7/9JpvNpo4dO5pD0t3c3OxuTxMXF6dXX33V/FIWHR2tTp06afLkyZa/78dZfHy8vvvuOy1YsMBueUhIiDp16mQ+v3Lliho0aKCsWbPafTE+deqUBg4cqFGjRpnLYmJi9Oyzz2rq1Kn65ptv1KxZM128eFEBAQHmPYGdnZ3l7++vyMhIOTg4yN3dXYZh6ObNmzp37pz5NyU2NlZxcXHKmTOn+vXrp9jYWA0YMEClSpUyR05lyZLFyo/osZaUlKS33npL8+fP14cffqiRI0ea67Jly6bixYsre/bsstlscnFxUZ8+fVL8gl+9enW5uroqT548ZigzDEOGYeiDDz6wm7/j9szoQ4cO1fLly1WhQgV17NjRHL22bNky9e3bVzdv3tSKFSv48p2OwsLCVKdOHfXu3Vt//PGHmjdvrldeeUXbt29XQECAJKl+/fqqW7euJk2apM8//1xTp05N0+8+f88frdjYWLtRhB07dlTNmjVVv359hYSEKCAgQFWrVlWzZs3MdvHx8apcufI979N95wgFiU6SzMZmPOgMG3hixMfHq0+fPmrcuLHq1KljN2xQunU98G+//abChQurRo0a+ueff8xwJd0ampI3b15Jt/6o375uKC4uTg4ODsn2h/R3+5YP95OQkKDg4GDztiG3/yN42FuB/PsseFRUlNzd3bme/xFKr2OJJ0diYqIuX77M5EmZ2JEjR+Tm5maGLjw5IiIikt3uEf89rVu31u+//64JEyaodevWGjhwoHmv+/fff1+9e/fWkiVL1K9fPxUoUEAbN26Uk5OTnJycdPTo0Xvep/vMmTN2c7j4+vpqyZIlyW4LdtuRI0fMTpKFCxeal4Te7iQ5ceKEfv75Z23fvt3sJImNjaWTJI0I3QAAAABgsV9//VWurq6qU6eObDab5s+fr7x586pmzZp2nVI3b97UP//8oypVqlhaD50kjw6hGwAAAAAAizALAgAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgkf8H8DK97F1Y67sAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# =============================\n",
    "#  差评关键词频次并列条形图\n",
    "# =============================\n",
    "\n",
    "# 取并集（注意转 list 保证可重复索引）\n",
    "all_tags = list(set(tag_freq_low['tags']).union(set(tag_freq_high['tags'])))\n",
    "\n",
    "# 用 tags 做索引后 reindex\n",
    "low_vals  = tag_freq_low.set_index('tags').reindex(all_tags)['freq'].fillna(0)\n",
    "high_vals = tag_freq_high.set_index('tags').reindex(all_tags)['freq'].fillna(0)\n",
    "\n",
    "x = np.arange(len(all_tags))  # x 轴位置\n",
    "bar_width = 0.4\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# 左右错开，保证并列\n",
    "plt.bar(x - bar_width/2, low_vals, bar_width, label='低好评 SKU', color='#82B0D2')\n",
    "plt.bar(x + bar_width/2, high_vals, bar_width, label='高好评 SKU', color='#FFBE7A')\n",
    "\n",
    "plt.xticks(x, all_tags)\n",
    "plt.ylabel('出现次数')\n",
    "plt.title('差评关键词对比（低分 vs 高分）')\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3280021b",
   "metadata": {},
   "source": [
    "低评分商品差评关键词分布：\n",
    "- 质量相关占比远高于其他，说明产品可靠性需要做为首要改进点。\n",
    "\n",
    "- 性能兑现（充电慢 + 容量虚标）也占了很多比重，说明规格与体验落差也显著影响口碑。\n",
    "    - 建议：实测功率 / 容量数据写入详情页，必要时升级快充方案。\n",
    "\n",
    "- 服务相关差评虽占比不高，但也需重视。\n",
    "    - 建议：对于出现服务问题的店铺针对性补强客服培训。\n",
    "\n",
    "高评分商品差评关键词几乎无高频痛点，仅出现1次“质量差”，提示这一问题在高分组不具代表性。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f85819a6",
   "metadata": {},
   "source": [
    "### 关键词 $\\times$ 店铺热力图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "78cda62c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# =============================\n",
    "#  差评关键词-店铺热力图\n",
    "# =============================\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "# 将 DataFrame 转成矩阵，行列标签记录下来\n",
    "mat = heatmap_df.values\n",
    "stores = heatmap_df.index.tolist()\n",
    "tags   = heatmap_df.columns.tolist()\n",
    "\n",
    "plt.imshow(mat, aspect='auto', interpolation='nearest', cmap='OrRd')\n",
    "plt.colorbar(label='差评关键词频次')\n",
    "\n",
    "plt.xticks(range(len(tags)), tags, rotation=45, ha='right')\n",
    "plt.yticks(range(len(stores)), stores)\n",
    "plt.title(r'店铺 $\\times$ 差评关键词热力图')\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
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   "id": "c5328b42",
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    "重点店铺诊断：\n",
    "\n",
    "* **罗马仕京东自营旗舰店**\n",
    "  * 主要痛点：价格问题、充电慢、接口问题。还有轻微客服差、物流慢、质量差。\n",
    "  * 建议：\n",
    "    1. **充电慢 & 接口**：升级快充方案、提高端子耐久测试标准\n",
    "    2. **价格问题**：推出会员价／满减券，明确促销节奏防止价格跳水\n",
    "\n",
    "* **小米京东自营旗舰店**\n",
    "  * 主要痛点：常见关键词提及不多，但整体好评率偏低，推测痛点分散或隐藏在细节\n",
    "  * 建议：\n",
    "    1. 深度分析差评找出隐性问题\n",
    "    2. 对反馈集中的商品做小批次改进并跟踪评分变化\n",
    "\n",
    "* **倍思（Baseus）京东自营旗舰店**\n",
    "  * 主要痛点：除了客服差其余全覆盖。各类差评分布平均，质量相关略多\n",
    "  * 建议：\n",
    "    1. **质量**：针对做工、外壳、焊点等“质量差”子项加强抽检\n",
    "    2. **容量 & 发热**：在详情页公开容量／功率实测值，减少预期落差\n",
    "\n",
    "* **闪科威旗舰店**\n",
    "  * 主要痛点：质量差、充电慢、接口问题集中\n",
    "  * 建议：\n",
    "    1. **质量**：针对做工、外壳、焊点等“质量差”子项加强抽检\n",
    "    2. **充电慢 & 接口**：升级快充方案、提高端子耐久测试标准"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
   "id": "020aad9f",
   "metadata": {},
   "outputs": [],
   "source": []
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